DEMO2 demonstrates the use of the data set III from the BCI competition 2003 for
The demo shows the offline analysis for obtaining a classifier and
uses a jack-knife method (leave-one-trial out) for validation.
AAR parameters are extracted
References:
[1] A. Schl�l, B. Kemp, T. Penzel, D. Kunz, S.-L. Himanen, A. V�ri, G. Dorffner, G. Pfurtscheller.
Quality Control of polysomnographic Sleep Data by Histogram and Entropy Analysis.
Clin. Neurophysiol. 1999, Dec; 110(12): 2165 - 2170.
[2] Alois Schl�l (2000)
The electroencephalogram and the adaptive autoregressive model: theory and applications
Shaker Verlag, Aachen, Germany, (ISBN3-8265-7640-3).
[3] Schl�l A., Neuper C. Pfurtscheller G.
Estimating the mutual information of an EEG-based Brain-Computer-Interface
Biomedizinische Technik 47(1-2): 3-8, 2002.
[4] A. Schl�l, C. Keinrath, R. Scherer, G. Pfurtscheller,
Information transfer of an EEG-based Bran-computer interface.
Proceedings of the 1st International IEEE EMBS Conference on Neural Engineering, Capri, Italy, Mar 20-22, 2003.
[5] A. Schl�l, J. Kronegg, J.E. Huggins, S. G. Mason.
Evaluation criteria in BCI research.
(Eds.) G. Dornhege, J.R. Millan, T. Hinterberger, D.J. McFarland, K.-R.M�ler,
Towards Brain-Computer Interfacing. MIT Press, p.327-342, 2007.
[6] A. Schl�l, F.Y. Lee, H. Bischof, G. Pfurtscheller
Characterization of Four-Class Motor Imagery EEG Data for the BCI-Competition 2005.
Journal of neural engineering 2 (2005) 4, S. L14-L22
[7] A. Schl�l, C. Brunner, R. Scherer, A. Glatz;
BioSig - an open source software library for BCI research.
(Eds.) G. Dornhege, J.R. Millan, T. Hinterberger, D.J. McFarland, K.-R. M�ler;
Towards Brain-Computer Interfacing, MIT Press, 2007, p.347-358.
[8] A. Schl�l, C. Brunner
BioSig: A Free and Open Source Software Library for BCI Research.
Computer (2008, In Press)